{"id":"https://openalex.org/W4367598055","doi":"https://doi.org/10.1038/s41746-023-00806-x","title":"Time and event-specific deep learning for personalized risk assessment after cardiac perfusion imaging","display_name":"Time and event-specific deep learning for personalized risk assessment after cardiac perfusion imaging","publication_year":2023,"publication_date":"2023-05-01","ids":{"openalex":"https://openalex.org/W4367598055","doi":"https://doi.org/10.1038/s41746-023-00806-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/37127660"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-023-00806-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00806-x","pdf_url":"https://www.nature.com/articles/s41746-023-00806-x.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-023-00806-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030567395","display_name":"Konrad Pieszko","orcid":"https://orcid.org/0000-0002-5514-7750"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]},{"id":"https://openalex.org/I46305939","display_name":"University of Zielona G\u00f3ra","ror":"https://ror.org/04fzm7v55","country_code":"PL","type":"education","lineage":["https://openalex.org/I46305939"]}],"countries":["PL","US"],"is_corresponding":true,"raw_author_name":"Konrad Pieszko","raw_affiliation_strings":["Department of Interventional Cardiology and Cardiac Surgery, Collegium Medicum, University of Zielona G\u00f3ra, Zielona G\u00f3ra, Poland","Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-5514-7750","affiliations":[{"raw_affiliation_string":"Department of Interventional Cardiology and Cardiac Surgery, Collegium Medicum, University of Zielona G\u00f3ra, Zielona G\u00f3ra, Poland","institution_ids":["https://openalex.org/I46305939"]},{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014550289","display_name":"Aakash Shanbhag","orcid":null},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aakash D. Shanbhag","raw_affiliation_strings":["Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004522827","display_name":"Ananya Singh","orcid":"https://orcid.org/0000-0001-7440-7725"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ananya Singh","raw_affiliation_strings":["Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028853060","display_name":"M. Timothy Hauser","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119638","display_name":"Oklahoma Heart Hospital","ror":"https://ror.org/02j479041","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210119638"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Timothy Hauser","raw_affiliation_strings":["Department of Nuclear Cardiology, Oklahoma Heart Hospital, Oklahoma City, OK, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nuclear Cardiology, Oklahoma Heart Hospital, Oklahoma City, OK, USA","institution_ids":["https://openalex.org/I4210119638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034002001","display_name":"Robert J.H. Miller","orcid":"https://orcid.org/0000-0003-4676-2433"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]},{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]},{"id":"https://openalex.org/I56478863","display_name":"Libin Cardiovascular Institute of Alberta","ror":"https://ror.org/02qthww36","country_code":"CA","type":"facility","lineage":["https://openalex.org/I56478863"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"Robert J. H. Miller","raw_affiliation_strings":["Department of Cardiac Sciences, University of Calgary and Libin Cardiovascular Institute, Calgary, AB, Canada","Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cardiac Sciences, University of Calgary and Libin Cardiovascular Institute, Calgary, AB, Canada","institution_ids":["https://openalex.org/I56478863","https://openalex.org/I168635309"]},{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113476361","display_name":"Joanna X. Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joanna X. Liang","raw_affiliation_strings":["Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070789120","display_name":"Manish Motwani","orcid":"https://orcid.org/0000-0003-4483-5168"},"institutions":[{"id":"https://openalex.org/I2801926401","display_name":"Manchester Royal Infirmary","ror":"https://ror.org/03kr30n36","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2801926401","https://openalex.org/I4210092852"]},{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]},{"id":"https://openalex.org/I4210092852","display_name":"Manchester University NHS Foundation Trust","ror":"https://ror.org/00he80998","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I4210092852"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Manish Motwani","raw_affiliation_strings":["Department of Cardiology, Manchester Heart Institute, Manchester Royal Infirmary, Manchester University NHS Foundation Trust, Manchester, UK","Institute of Cardiovascular Science, University of Manchester, Manchester, UK"],"raw_orcid":"https://orcid.org/0000-0003-4483-5168","affiliations":[{"raw_affiliation_string":"Department of Cardiology, Manchester Heart Institute, Manchester Royal Infirmary, Manchester University NHS Foundation Trust, Manchester, UK","institution_ids":["https://openalex.org/I2801926401","https://openalex.org/I4210092852"]},{"raw_affiliation_string":"Institute of Cardiovascular Science, University of Manchester, Manchester, UK","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061044309","display_name":"Jacek Kwieci\u0144ski","orcid":"https://orcid.org/0000-0001-8202-6359"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]},{"id":"https://openalex.org/I4210136231","display_name":"Institute of Cardiology","ror":"https://ror.org/03h2xy876","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210136231"]}],"countries":["PL","US"],"is_corresponding":false,"raw_author_name":"Jacek Kwieci\u0144ski","raw_affiliation_strings":["Department of Interventional Cardiology and Angiology, Institute of Cardiology, Warsaw, Poland","Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Interventional Cardiology and Angiology, Institute of Cardiology, Warsaw, Poland","institution_ids":["https://openalex.org/I4210136231"]},{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088524577","display_name":"Tali Sharir","orcid":"https://orcid.org/0000-0002-2474-5061"},"institutions":[{"id":"https://openalex.org/I2800586481","display_name":"Assuta Medical Center","ror":"https://ror.org/04qkymg17","country_code":"IL","type":"healthcare","lineage":["https://openalex.org/I2800586481"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Tali Sharir","raw_affiliation_strings":["Department of Nuclear Cardiology, Assuta Medical Centers, Tel Aviv, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nuclear Cardiology, Assuta Medical Centers, Tel Aviv, Israel","institution_ids":["https://openalex.org/I2800586481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042867497","display_name":"Andrew J. Einstein","orcid":"https://orcid.org/0000-0003-2583-9278"},"institutions":[{"id":"https://openalex.org/I1340179700","display_name":"NewYork\u2013Presbyterian Hospital","ror":"https://ror.org/03gzbrs57","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1340179700"]},{"id":"https://openalex.org/I2801107848","display_name":"New York Hospital Queens","ror":"https://ror.org/01j17xg39","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2801107848"]},{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew J. Einstein","raw_affiliation_strings":["Division of Cardiology, Department of Medicine and Department of Radiology, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Department of Medicine and Department of Radiology, Columbia University Irving Medical Center and NewYork-Presbyterian Hospital, New York, NY, USA","institution_ids":["https://openalex.org/I2801107848","https://openalex.org/I78577930","https://openalex.org/I1340179700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113600415","display_name":"Mathews B. Fish","orcid":null},"institutions":[{"id":"https://openalex.org/I1282676378","display_name":"Providence Sacred Heart Medical Center","ror":"https://ror.org/01wc5x922","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282676378","https://openalex.org/I94396219"]},{"id":"https://openalex.org/I4210094356","display_name":"Sacred Heart Medical Center","ror":"https://ror.org/00sbqe313","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210094356"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mathews B. Fish","raw_affiliation_strings":["Oregon Heart and Vascular Institute, Sacred Heart Medical Center, Springfield, OR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oregon Heart and Vascular Institute, Sacred Heart Medical Center, Springfield, OR, USA","institution_ids":["https://openalex.org/I4210094356","https://openalex.org/I1282676378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070896042","display_name":"Terrence D. Ruddy","orcid":"https://orcid.org/0000-0002-0686-5449"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Terrence D. Ruddy","raw_affiliation_strings":["Division of Cardiology, University of Ottawa Heart Institute, Ottawa, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-0686-5449","affiliations":[{"raw_affiliation_string":"Division of Cardiology, University of Ottawa Heart Institute, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046518576","display_name":"Philipp A. Kaufmann","orcid":"https://orcid.org/0000-0002-9451-5210"},"institutions":[{"id":"https://openalex.org/I4210100468","display_name":"University Hospital of Zurich","ror":"https://ror.org/01462r250","country_code":"CH","type":"funder","lineage":["https://openalex.org/I4210100468"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Philipp A. Kaufmann","raw_affiliation_strings":["Department of Nuclear Medicine, Cardiac Imaging, University Hospital Zurich, Zurich, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-9451-5210","affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Cardiac Imaging, University Hospital Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I4210100468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041557267","display_name":"Albert J. Sinusas","orcid":"https://orcid.org/0000-0003-0972-9589"},"institutions":[{"id":"https://openalex.org/I32971472","display_name":"Yale University","ror":"https://ror.org/03v76x132","country_code":"US","type":"education","lineage":["https://openalex.org/I32971472"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Albert J. Sinusas","raw_affiliation_strings":["Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA"],"raw_orcid":"https://orcid.org/0000-0003-0972-9589","affiliations":[{"raw_affiliation_string":"Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA","institution_ids":["https://openalex.org/I32971472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089917119","display_name":"Edward J. Miller","orcid":"https://orcid.org/0000-0002-2156-5962"},"institutions":[{"id":"https://openalex.org/I32971472","display_name":"Yale University","ror":"https://ror.org/03v76x132","country_code":"US","type":"education","lineage":["https://openalex.org/I32971472"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edward J. Miller","raw_affiliation_strings":["Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA","institution_ids":["https://openalex.org/I32971472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111599864","display_name":"Timothy M. Bateman","orcid":"https://orcid.org/0009-0007-7959-6159"},"institutions":[{"id":"https://openalex.org/I4210137499","display_name":"Heart Imaging Technologies (United States)","ror":"https://ror.org/03j84nv98","country_code":"US","type":"company","lineage":["https://openalex.org/I4210137499"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Timothy M. Bateman","raw_affiliation_strings":["Cardiovascular Imaging Technologies LLC, Kansas City, MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cardiovascular Imaging Technologies LLC, Kansas City, MO, USA","institution_ids":["https://openalex.org/I4210137499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044226573","display_name":"Sharmila Dorbala","orcid":"https://orcid.org/0000-0003-1462-1185"},"institutions":[{"id":"https://openalex.org/I1283280774","display_name":"Brigham and Women's Hospital","ror":"https://ror.org/04b6nzv94","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1283280774","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sharmila Dorbala","raw_affiliation_strings":["Department of Radiology, Division of Nuclear Medicine and Molecular Imaging, Brigham and Women's Hospital, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Division of Nuclear Medicine and Molecular Imaging, Brigham and Women's Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I1283280774"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086342448","display_name":"Marcelo F. Di Carli","orcid":null},"institutions":[{"id":"https://openalex.org/I1283280774","display_name":"Brigham and Women's Hospital","ror":"https://ror.org/04b6nzv94","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1283280774","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marcelo Di Carli","raw_affiliation_strings":["Department of Radiology, Division of Nuclear Medicine and Molecular Imaging, Brigham and Women's Hospital, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Division of Nuclear Medicine and Molecular Imaging, Brigham and Women's Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I1283280774"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100727282","display_name":"Daniel S. Berman","orcid":"https://orcid.org/0000-0002-3793-9578"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel S. Berman","raw_affiliation_strings":["Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-3793-9578","affiliations":[{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052713249","display_name":"Damini Dey","orcid":"https://orcid.org/0000-0003-2236-6970"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Damini Dey","raw_affiliation_strings":["Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089319978","display_name":"Piotr J. Slomka","orcid":"https://orcid.org/0000-0002-6110-938X"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Piotr J. Slomka","raw_affiliation_strings":["Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA. Piotr.Slomka@cshs.org","Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-6110-938X","affiliations":[{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA. Piotr.Slomka@cshs.org","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Departments of Medicine (Division of Artificial Intelligence in Medicine), Imaging, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":21,"corresponding_author_ids":["https://openalex.org/A5030567395"],"corresponding_institution_ids":["https://openalex.org/I1282927834","https://openalex.org/I46305939"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":5.8153,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.96697287,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"6","issue":"1","first_page":"78","last_page":"78"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10292","display_name":"Acute Myocardial Infarction Research","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mace","display_name":"Mace","score":0.8126725554466248},{"id":"https://openalex.org/keywords/interquartile-range","display_name":"Interquartile range","score":0.7241170406341553},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6081262230873108},{"id":"https://openalex.org/keywords/myocardial-perfusion-imaging","display_name":"Myocardial perfusion imaging","score":0.5552864074707031},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.5531522035598755},{"id":"https://openalex.org/keywords/acute-coronary-syndrome","display_name":"Acute coronary syndrome","score":0.5293928980827332},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.49658042192459106},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.48902496695518494},{"id":"https://openalex.org/keywords/confidence-interval","display_name":"Confidence interval","score":0.46833041310310364},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.4395739436149597},{"id":"https://openalex.org/keywords/cardiovascular-event","display_name":"Cardiovascular event","score":0.42437657713890076},{"id":"https://openalex.org/keywords/revascularization","display_name":"Revascularization","score":0.4122428894042969},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3316258192062378},{"id":"https://openalex.org/keywords/perfusion","display_name":"Perfusion","score":0.25700843334198},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.21429389715194702},{"id":"https://openalex.org/keywords/percutaneous-coronary-intervention","display_name":"Percutaneous coronary intervention","score":0.19048994779586792},{"id":"https://openalex.org/keywords/myocardial-infarction","display_name":"Myocardial infarction","score":0.17062416672706604}],"concepts":[{"id":"https://openalex.org/C2780739214","wikidata":"https://www.wikidata.org/wiki/Q6723023","display_name":"Mace","level":4,"score":0.8126725554466248},{"id":"https://openalex.org/C119060515","wikidata":"https://www.wikidata.org/wiki/Q1916617","display_name":"Interquartile range","level":2,"score":0.7241170406341553},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6081262230873108},{"id":"https://openalex.org/C2778405248","wikidata":"https://www.wikidata.org/wiki/Q1956679","display_name":"Myocardial perfusion imaging","level":3,"score":0.5552864074707031},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.5531522035598755},{"id":"https://openalex.org/C2777698277","wikidata":"https://www.wikidata.org/wiki/Q266018","display_name":"Acute coronary syndrome","level":3,"score":0.5293928980827332},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.49658042192459106},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.48902496695518494},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.46833041310310364},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.4395739436149597},{"id":"https://openalex.org/C3018127138","wikidata":"https://www.wikidata.org/wiki/Q389735","display_name":"Cardiovascular event","level":3,"score":0.42437657713890076},{"id":"https://openalex.org/C2779464278","wikidata":"https://www.wikidata.org/wiki/Q7317735","display_name":"Revascularization","level":3,"score":0.4122428894042969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3316258192062378},{"id":"https://openalex.org/C146957229","wikidata":"https://www.wikidata.org/wiki/Q1266915","display_name":"Perfusion","level":2,"score":0.25700843334198},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.21429389715194702},{"id":"https://openalex.org/C2780400711","wikidata":"https://www.wikidata.org/wiki/Q2008344","display_name":"Percutaneous coronary intervention","level":3,"score":0.19048994779586792},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.17062416672706604},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1038/s41746-023-00806-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00806-x","pdf_url":"https://www.nature.com/articles/s41746-023-00806-x.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:37127660","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37127660","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:www.zora.uzh.ch:234632","is_oa":true,"landing_page_url":"https://www.zora.uzh.ch/id/eprint/234632/1/ZORA234632.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306401281","display_name":"Zurich Open Repository and Archive (University of Zurich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I202697423","host_organization_name":"University of Zurich","host_organization_lineage":["https://openalex.org/I202697423"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Pieszko, Konrad; Shanbhag, Aakash D; Singh, Ananya; Hauser, M Timothy; Miller, Robert J H; Liang, Joanna X; Motwani, Manish; Kwieci\u0144ski, Jacek; Sharir, Tali; Einstein, Andrew J; Fish, Mathews B; Ruddy, Terrence D; Kaufmann, Philipp A; Sinusas, Albert J; Miller, Edward J; Bateman, Timothy M; Dorbala, Sharmila; Di Carli, Marcelo; Berman, Daniel S; Dey, Damini; Slomka, Piotr J  (2023). Time and event-specific deep learning for personalized risk assessment after cardiac perfusion imaging.  npj Digital Medicine, 6(1):78.","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pubmedcentral.nih.gov:10151323","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10151323","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10151323/pdf/41746_2023_Article_806.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"},{"id":"pmh:doi:10.5167/uzh-234632","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:75978cd7a5ab4ab0a242e50b065ae7c0","is_oa":true,"landing_page_url":"https://doaj.org/article/75978cd7a5ab4ab0a242e50b065ae7c0","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 6, Iss 1, Pp 1-11 (2023)","raw_type":"article"},{"id":"doi:10.5167/uzh-234632","is_oa":true,"landing_page_url":"https://doi.org/10.5167/uzh-234632","pdf_url":null,"source":{"id":"https://openalex.org/S7407051291","display_name":"Universit\u00e4t Z\u00fcrich, ZORA","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1038/s41746-023-00806-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-023-00806-x","pdf_url":"https://www.nature.com/articles/s41746-023-00806-x.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.4099999964237213,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G5575244163","display_name":null,"funder_award_id":"R35-HL161195","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G7129091745","display_name":null,"funder_award_id":"R01-HL089765","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4367598055.pdf"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1673665560","https://openalex.org/W1977001655","https://openalex.org/W1979917609","https://openalex.org/W1994682257","https://openalex.org/W2041927436","https://openalex.org/W2116394669","https://openalex.org/W2120579447","https://openalex.org/W2160140536","https://openalex.org/W2264767503","https://openalex.org/W2611463039","https://openalex.org/W2753919178","https://openalex.org/W2761668583","https://openalex.org/W2768267412","https://openalex.org/W2784499877","https://openalex.org/W2789172526","https://openalex.org/W2795732629","https://openalex.org/W2808935392","https://openalex.org/W2900034165","https://openalex.org/W2943162041","https://openalex.org/W2952434489","https://openalex.org/W2971964864","https://openalex.org/W3005940509","https://openalex.org/W3011371150","https://openalex.org/W3034798037","https://openalex.org/W3055608389","https://openalex.org/W3080515170","https://openalex.org/W3098949126","https://openalex.org/W3123284220","https://openalex.org/W3147894994","https://openalex.org/W3177759260","https://openalex.org/W3178568195","https://openalex.org/W3209117858","https://openalex.org/W3210219035","https://openalex.org/W3212883348","https://openalex.org/W3215408688","https://openalex.org/W4206145369","https://openalex.org/W4221024791","https://openalex.org/W4221120819","https://openalex.org/W4225918600","https://openalex.org/W4226342384","https://openalex.org/W4285029473","https://openalex.org/W4301355634","https://openalex.org/W4303474922"],"related_works":["https://openalex.org/W2996899134","https://openalex.org/W2962700988","https://openalex.org/W4380742907","https://openalex.org/W2896649443","https://openalex.org/W2975545883","https://openalex.org/W4387537022","https://openalex.org/W2041901882","https://openalex.org/W2595022658","https://openalex.org/W2391168829","https://openalex.org/W3181780186"],"abstract_inverted_index":{"Standard":[0],"clinical":[1,60],"interpretation":[2],"of":[3,93,173,210,217],"myocardial":[4],"perfusion":[5,163],"imaging":[6],"(MPI)":[7],"has":[8],"proven":[9],"prognostic":[10],"value":[11],"for":[12,46,90,125,139,170,202],"predicting":[13],"major":[14],"adverse":[15],"cardiovascular":[16],"events":[17],"(MACE).":[18],"However,":[19],"personalizing":[20],"predictions":[21],"to":[22,232,245],"a":[23,91,215,237],"specific":[24],"event":[25,212],"type":[26],"and":[27,53,58,64,76,141,152,178,200,223,248],"time":[28,168,218],"interval":[29,148],"is":[30,123],"more":[31],"challenging.":[32],"We":[33,62,101],"demonstrate":[34],"an":[35],"explainable":[36],"deep":[37],"learning":[38],"model":[39,67,104,117,160],"that":[40,227],"predicts":[41],"the":[42,66,103,106,120,130,135,171,197,208,246],"time-specific":[43],"risk":[44,225,234,243],"separately":[45],"all-cause":[47,142],"death,":[48],"acute":[49],"coronary":[50],"syndrome":[51],"(ACS),":[52],"revascularization":[54],"directly":[55],"from":[56],"MPI":[57],"15":[59],"features.":[61],"train":[63],"test":[65],"internally":[68],"using":[69,105,192],"10-fold":[70],"hold-out":[71],"cross-validation":[72],"(n":[73,84],"=":[74,85],"20,418)":[75],"externally":[77],"validate":[78],"it":[79],"in":[80,119,129,175],"three":[81],"separate":[82],"sites":[83],"13,988)":[86],"with":[87,181],"MACE":[88],"follow-ups":[89],"median":[92],"3.1":[94],"years":[95],"(interquartile":[96],"range":[97],"[IQR]:":[98],"1.6,":[99],"3.6).":[100],"evaluate":[102],"cumulative":[107],"dynamic":[108],"area":[109],"under":[110],"receiver":[111],"operating":[112],"curve":[113],"(cAUC).":[114],"The":[115,159],"best":[116],"performance":[118],"external":[121,179],"cohort":[122],"observed":[124],"short-term":[126],"prediction":[127,172],"-":[128],"first":[131],"six":[132],"months":[133],"after":[134],"scan,":[136],"mean":[137],"cAUC":[138],"ACS":[140],"death":[143,174],"reaches":[144],"0.76":[145],"(95%":[146,154],"confidence":[147],"[CI]:":[149],"0.75,":[150],"0.77)":[151],"0.78":[153],"CI:":[155],"0.78,":[156],"0.79),":[157],"respectively.":[158],"outperforms":[161],"conventional":[162],"abnormality":[164],"measures":[165],"at":[166],"all":[167],"points":[169],"both":[176],"internal":[177],"validations,":[180],"improvement":[182],"increasing":[183],"gradually":[184],"over":[185],"time.":[186],"Individualized":[187],"patient":[188,247],"explanations":[189,226],"are":[190],"visualized":[191],"waterfall":[193],"plots,":[194],"which":[195],"highlight":[196],"contribution":[198],"degree":[199],"direction":[201],"each":[203],"feature.":[204],"This":[205],"approach":[206],"allows":[207],"derivation":[209],"individual":[211],"probability":[213],"as":[214,219,221],"function":[216],"well":[220],"patient-":[222],"event-specific":[224],"may":[228],"help":[229,240],"draw":[230],"attention":[231],"modifiable":[233],"factors.":[235],"Such":[236],"method":[238],"could":[239],"present":[241],"post-scan":[242],"assessments":[244],"foster":[249],"shared":[250],"decision-making.":[251]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
